{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0.Import Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import keras\n",
    "import os\n",
    "import glob\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Load Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['B05_discharge_soh.csv', 'B07_discharge_soh.csv', 'B18_discharge_soh.csv', 'B33_discharge_soh.csv', 'B34_discharge_soh.csv', 'B46_discharge_soh.csv', 'B47_discharge_soh.csv', 'B48_discharge_soh.csv']\n",
      "The number of dataset : 8\n"
     ]
    }
   ],
   "source": [
    "dir = 'refined_dataset'\n",
    "listdir = os.listdir(dir)\n",
    "\n",
    "print(listdir)\n",
    "print(\"The number of dataset :\", len(listdir))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "num = ['B05', 'B07', 'B18', 'B33', 'B34', 'B46', 'B47', 'B48']\n",
    "for i in range(len(listdir)):\n",
    "    vector = np.zeros((1,3))\n",
    "    path = os.path.join(os.getcwd(), 'refined_dataset/', num[i] + '_discharge_soh.csv')\n",
    "    csv = pd.read_csv(path)\n",
    "    df = pd.DataFrame(csv)\n",
    "    \n",
    "    vec = df[['cycle', 'capacity', 'SOH']]\n",
    "    \n",
    "    globals()['data_{}'.format(num[i])] = vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>terminal_voltage</th>\n",
       "      <th>terminal_current</th>\n",
       "      <th>temperature</th>\n",
       "      <th>charge_current</th>\n",
       "      <th>charge_voltage</th>\n",
       "      <th>time</th>\n",
       "      <th>capacity</th>\n",
       "      <th>cycle</th>\n",
       "      <th>SOH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4.191492</td>\n",
       "      <td>-0.004902</td>\n",
       "      <td>24.330034</td>\n",
       "      <td>-0.0006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>1</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.190749</td>\n",
       "      <td>-0.001478</td>\n",
       "      <td>24.325993</td>\n",
       "      <td>-0.0006</td>\n",
       "      <td>4.206</td>\n",
       "      <td>16.781</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>1</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.974871</td>\n",
       "      <td>-2.012528</td>\n",
       "      <td>24.389085</td>\n",
       "      <td>-1.9982</td>\n",
       "      <td>3.062</td>\n",
       "      <td>35.703</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>1</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.951717</td>\n",
       "      <td>-2.013979</td>\n",
       "      <td>24.544752</td>\n",
       "      <td>-1.9982</td>\n",
       "      <td>3.030</td>\n",
       "      <td>53.781</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>1</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.934352</td>\n",
       "      <td>-2.011144</td>\n",
       "      <td>24.731385</td>\n",
       "      <td>-1.9982</td>\n",
       "      <td>3.011</td>\n",
       "      <td>71.922</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>1</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50280</th>\n",
       "      <td>3.579262</td>\n",
       "      <td>-0.001569</td>\n",
       "      <td>34.864823</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2781.312</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>168</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50281</th>\n",
       "      <td>3.581964</td>\n",
       "      <td>-0.003067</td>\n",
       "      <td>34.814770</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2791.062</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>168</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50282</th>\n",
       "      <td>3.584484</td>\n",
       "      <td>-0.003079</td>\n",
       "      <td>34.676258</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2800.828</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>168</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50283</th>\n",
       "      <td>3.587336</td>\n",
       "      <td>0.001219</td>\n",
       "      <td>34.565580</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2810.640</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>168</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50284</th>\n",
       "      <td>3.589937</td>\n",
       "      <td>-0.000583</td>\n",
       "      <td>34.405920</td>\n",
       "      <td>0.0006</td>\n",
       "      <td>0.000</td>\n",
       "      <td>2820.390</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>168</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50285 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       terminal_voltage  terminal_current  temperature  charge_current  \\\n",
       "0              4.191492         -0.004902    24.330034         -0.0006   \n",
       "1              4.190749         -0.001478    24.325993         -0.0006   \n",
       "2              3.974871         -2.012528    24.389085         -1.9982   \n",
       "3              3.951717         -2.013979    24.544752         -1.9982   \n",
       "4              3.934352         -2.011144    24.731385         -1.9982   \n",
       "...                 ...               ...          ...             ...   \n",
       "50280          3.579262         -0.001569    34.864823          0.0006   \n",
       "50281          3.581964         -0.003067    34.814770          0.0006   \n",
       "50282          3.584484         -0.003079    34.676258          0.0006   \n",
       "50283          3.587336          0.001219    34.565580          0.0006   \n",
       "50284          3.589937         -0.000583    34.405920          0.0006   \n",
       "\n",
       "       charge_voltage      time  capacity  cycle       SOH  \n",
       "0               0.000     0.000  1.856487      1  0.928244  \n",
       "1               4.206    16.781  1.856487      1  0.928244  \n",
       "2               3.062    35.703  1.856487      1  0.928244  \n",
       "3               3.030    53.781  1.856487      1  0.928244  \n",
       "4               3.011    71.922  1.856487      1  0.928244  \n",
       "...               ...       ...       ...    ...       ...  \n",
       "50280           0.000  2781.312  1.325079    168  0.662540  \n",
       "50281           0.000  2791.062  1.325079    168  0.662540  \n",
       "50282           0.000  2800.828  1.325079    168  0.662540  \n",
       "50283           0.000  2810.640  1.325079    168  0.662540  \n",
       "50284           0.000  2820.390  1.325079    168  0.662540  \n",
       "\n",
       "[50285 rows x 9 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('refined_dataset/B05_discharge_soh.csv')\n",
    "df = pd.DataFrame(data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cycle</th>\n",
       "      <th>capacity</th>\n",
       "      <th>SOH</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1.856487</td>\n",
       "      <td>0.928244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50280</th>\n",
       "      <td>168</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50281</th>\n",
       "      <td>168</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50282</th>\n",
       "      <td>168</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50283</th>\n",
       "      <td>168</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50284</th>\n",
       "      <td>168</td>\n",
       "      <td>1.325079</td>\n",
       "      <td>0.662540</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50285 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       cycle  capacity       SOH\n",
       "0          1  1.856487  0.928244\n",
       "1          1  1.856487  0.928244\n",
       "2          1  1.856487  0.928244\n",
       "3          1  1.856487  0.928244\n",
       "4          1  1.856487  0.928244\n",
       "...      ...       ...       ...\n",
       "50280    168  1.325079  0.662540\n",
       "50281    168  1.325079  0.662540\n",
       "50282    168  1.325079  0.662540\n",
       "50283    168  1.325079  0.662540\n",
       "50284    168  1.325079  0.662540\n",
       "\n",
       "[50285 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_B05  ## result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of data : (50285, 3)\n",
      "Shape of data : (50285, 3)\n",
      "Shape of data : (34866, 3)\n",
      "Shape of data : (42200, 3)\n",
      "Shape of data : (45909, 3)\n",
      "Shape of data : (23478, 3)\n",
      "Shape of data : (23478, 3)\n",
      "Shape of data : (23478, 3)\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(listdir)):\n",
    "    print(\"Shape of data :\", np.shape(globals()['data_{}'.format(num[i])]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Visualiztion of SoH"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtwAAAH0CAYAAAAOvvqvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXRU9f3/8dcwWSAkdECjeBCnLAkqijGKR8VA1W8EKSKLkAASquhXVFww1QoVG0iMcYlUsaJWDipSQaAqQUAKVaOU8oWYgGEXEesW0chPkiDZ7u8PypiEyTBJ5t7Zno9zPIdZbu5n3t4TX7x9z+faDMMwBAAAAMAU7fy9AAAAACCUEbgBAAAAExG4AQAAABMRuAEAAAATEbgBAAAAExG4AQAAABNF+HsBABCsrrrqKn311Veux5GRkTr99NN1zTXX6M4771RsbKw2bdqkjIwMffDBB+ratWubz3fDDTfojjvuaOvSLdenT59Gjzt06KCePXvqrrvu0pVXXul6/siRI8rNzdXatWtVV1enIUOGaPr06erYsaPrPZdddpnKy8sb/bx77rknKOsCIDwQuAGgDW699VZNmjRJ0rGwWFpaqry8PBUXF+vVV1/VhRdeqI8++kinnHKKn1fqfw8//LCuueYaGYahiooKrVq1SlOnTtXy5ct19tlnu96zfft2vfDCC6qtrdWMGTP08MMPKz8/X5L0/fffq7y8XIsWLZLT6XT97IaBHAACDYEbANogJiZG8fHxrsdnnXWWnE6nRo8ereXLl2vcuHGNXg9nsbGxrlqcdtppmjp1qgoKClRQUKCzzz5bZWVlWrlypV5++WUlJSVJknJycpSRkaEHHnhAp59+uvbu3auIiAj169dPUVFR/vw4AOA1ZrgBwMf69u2riy66SKtWrdKmTZvUp08fffvtt5Kk999/XyNGjFC/fv10xRVXKDs7W0ePHnUdu23bNk2cOFFJSUm64oor9Pjjj6u2ttb1ellZmaZMmaILLrhAV1xxhZ5//nnXa/X19Xruued0zTXX6LzzztPFF1+su+66yzV+sWnTJp1//vl67rnndMkll2jixImSpK1btyo9PV39+vXTtddeq6VLl6pPnz768ssvJUnV1dXKy8vTFVdcoeTkZN14440qKSnxSa1iYmJks9kkSUVFRWrXrp2Sk5NdrycnJ8tut6uoqEiStGfPHnXv3p2wDSCoELgBwASJiYnas2dPo+fKy8s1depUpaena/Xq1XriiSe0atUq/fWvf5Uk/ec//1FGRoacTqeWLVumJ554QitWrNDcuXNdP2P58uUaNGiQVq5cqYyMDM2ZM0ebN2+WJC1YsECvvvqqHnroIb377rvKz89XUVGR5s2b5zq+urpamzZt0tKlS/XQQw+prKxMN910k3r37q0333xT99xzj5588slG637ggQe0efNm/fnPf9by5ct16aWXKiMjQ/v37291fWpra7Vy5Urt27dP119/vaRjf5no0qWLIiMjXe+LiIhQly5d9M0330iSq8N92223acCAARo1apTeeuutVq8DAKzASAkAmKBTp06qqKho9Ny3336rmpoade3aVd26dVO3bt300ksvKSYmRpL0xhtv6NRTT9WsWbNkt9vVu3dvZWdn6+uvv3b9jMGDB2vcuHGSpP/93//Viy++qNLSUvXv3189evTQY489poEDB0qSunXrppSUlBOC/y233OKaf37mmWfUuXNn1zl79eql77//XtnZ2ZKkAwcOaPXq1Vq5cqUSEhIkSVOnTlVRUZEWLFig2bNne12Thx56SFlZWZKko0ePqq6uTjfeeKN69eol6dgMfHR09AnHRUVFuf4vwKeffqpDhw7pnnvu0bRp01RYWKgZM2aorq5Oo0eP9notAGAlAjcAmKCyslJxcXGNnjvnnHN07bXX6rbbblPXrl01YMAApaamunbp2LNnj/r27Su73e46puEOHpLUo0ePRo87deqkn3/+WdKxXUyKi4s1Z84c7d+/X5999pn27duniy++uNEx3bt3d/15x44dOv/88xud86KLLmr0uiSNHTu20c+orq5WdXW1d8X4r2nTpunqq6+WJP3888+uL5jW1dUpKytL7du3d/szq6urXX8pefXVV1VdXa3Y2FhJ0tlnn62vvvpKL7/8MoEbQMAicAOACbZv366+ffs2es5ms+nPf/6zpk6dqg8++EAfffSR7rzzTo0dO1ZZWVmKiDj5r+R27U6cBDQMQ5I0b948vfjiixo1apRSUlJ022236dVXX23UIZek9u3bu/5st9tVX1/f7PmOj3csXry40XGSWjxHfcoppzTaWaRPnz767rvv9PTTT+v3v/+9unbtqvLyctXV1bn+AlBbW6vy8nKddtpprnM2PW9iYqLeeeedFq0FAKzEDDcA+NiuXbtUXFysYcOGNXr+k08+0aOPPqrevXtr8uTJWrBggaZNm6Y333xTktSrVy/t2LGjUQBesmSJRo0a5dV5X3nlFd19992aOXOmxowZo759++rAgQOuQO5Onz59tH37dtXV1bme27p1q+vPx8dIfvjhBzmdTtc/L7/8stavX+/Vujw5vjbDMHTRRReptrZWxcXFrteLiopUX1/vem3QoEF6+eWXG/2M0tJS9e7du81rAQCzELgBoA2qqqp08OBBHTx4UP/5z3/01ltv6dZbb1X//v01fPjwRu+Ni4vTokWL9NRTT+mLL77Qzp079d5776lfv36SpAkTJrjmp/ft26cNGzZo7ty5GjRokFdr6dKliz766CPt27dPe/fu1ezZs1VcXOxx9GP8+PEqLy/XrFmztG/fPq1fv15PP/20pGMdeafTqaFDh2rmzJn64IMP9MUXX2jOnDlavHixa/baWxUVFa5alZWVad26dXrllVd01VVXKS4uTqeffrquvfZa/fGPf1RRUZG2bNmimTNn6vrrr9fpp5+uiIgIXXnllZo3b57Wr1+vAwcOaP78+VqxYoWmTp3aorUAgJVshqfWBwCgWU3vNNmxY0d169ZNQ4cO1e9+9zt16NDhhDtNfvDBB3rmmWe0b98+RUZGKiUlRdOnT3ftT71lyxY9+eST2r59u7p06aKRI0fqrrvukt1ud3unyYbPffLJJ5o9e7Z2796tTp066ZJLLtHZZ5+t559/Xhs2bNC2bdvc3vVy8+bNys3N1d69e+V0OjVkyBA9++yz+vDDD3XaaaepsrJS+fn5evfdd3X48GH16tVLd955p/7nf/7H61o1vdNkRESETj/9dA0ePFh33HGHa969srJSOTk5Wrt2rSIiIjR48GDNmDHDNc5SXV2tv/zlLyooKNB3333nultlampqy/8FAoBFCNwAEMY+/fRTHT58WBdeeKHruXfeeUcPPvigiouLvZorBwB4xkgJAISxb775RhkZGVq1apW+/vpr/d///Z+eeeYZDR06lLANAD5ChxsAwtxrr72mhQsX6uuvv5bD4dC1116radOmqUOHDic9dsqUKdq0aZPH92zZsqXRtoMAEG4I3ACAVisrK3PtA96chlsBAkA4InADAAAAJmKGGwAAADBRyH0jpr6+XnV11jTt7XabZecKd9TaOtTaOtTaOtTaOtTaOtTaWk3rHRnp/XdTQi5w19UZOnSoypJzORwxlp0r3FFr61Br61Br61Br61Br61BrazWtd3x8nNfHMlICAAAAmIjADQAAAJiIwA0AAACYiMANAAAAmIjADQAAAJiIwA0AAACYiMANAAAAmIjADQAAAJiIwA0AAACYiMANAAAAmIjADQAAAJiIwA0AAACYiMANAAAAmIjADQAAAJiIwA0AAACYKMLfCwh2/fMLT3huc+ZAP6wEAAAAgYgOdxskzFzj9nl3IRwAAADhicANAAAAmIiREoQlRoEAAIBV6HAj7DQ38sMoEAAAMAOBGwAAADARIyVtsDd7iNsvTjKacPJuMTUCAADhgsDdRk2DY//8whPCZriFS29GM/rnF4ZdXQAAQHhipMSHmA0GAABAUwRuhJ3mOut03AEAgBkYKUFYIlwDAACr0OEGAAAATETghs950z2mwwwAAMIFIyU+tDlzIHcw/K9w/MwAAADuELh9zJttAt29P5yCejh9VgAAAAK3ibzdj9rb10IhlHraOjEUPh8AAEBTzHAHEfbzBgAACD4EbgAAAMBEjJQg7DFTDgAAzESHG2HN00w5AACALxC4TUSX9ETcVh0AAIQbRkpM5ilIehpl8KbzGqwhteG6j3+elnSUg/VzAwCA8ETg9iNPwdFdKG0q2ENqa8c22EIQAAAEE0ZKwgQzyQAAAP5B4EZYY6YcAACYjZEShL2m4bp/fmFI3uUTAAD4Bx1uoAG2CQQAAL5G4A4Codpdbe3nCtV6AACA0MRISZDwZtcSb48PJN6uy+GI0aFDVSavBgAAwPcI3EGoJeHZm32uAzWMNxVKf9EAAADhg8AdwrwNqMHwBcGEmWtadRx7dgMAAH9jhhsnCOcvCLJNIAAA8DU63EATbBMIAAB8iQ434AHbBAIAgLYicAMAAAAmInCHsFAae9ibPaRVx4VSDQAAQHBihjvEnSxwuhuNCNSQ2pZ1mfE5j//MQK0XAAAIDATuMOfuhjq+mk/2ZxD15jP4astAth4EAACeMFICSeZ8CdBfXyz05XkJ0gAAoK0s63DX19crKytLu3fvVlRUlHJycuR0Ol2vv/XWW5o/f77i4uI0cuRIjRkz5qTHAFY4Hro9BfmGrxHSAQBAQ5Z1uNetW6fq6motWbJEmZmZysvLc71WXl6up59+WgsXLtRrr72mgoICffnllx6PAQIVWwYCAICGLOtwFxUVKSUlRZKUlJSk0tJS12tffvmlzj77bDkcDknS+eefr61bt2rbtm3NHgMAAAAEA8sCd0VFhWJjY12P7Xa7amtrFRERIafTqU8//VTff/+9OnbsqI0bN+rXv/61x2OaY7fb5HDEmPpZfjlXO8vOFax8VR8zat3SrQb3Zg9Rwsw1Xr03mK8LrmvrUGvrUGvrUGvrUGtrtaXelgXu2NhYVVZWuh7X19e7gvOvfvUrTZ8+XXfddZe6du2qvn37qnPnzh6PaU5dnaFDh6rM+RBNOBwxlp3LbJszB/p8FGJz5kCf1acltW7uszSdrW7N2tzt6uJOoF4X3tQllK7rQEetrUOtrUOtrUOtrdW03vHxcV4fa1ngTk5O1nvvvaehQ4eqpKREiYmJrtdqa2u1detWLVq0SLW1tbrppps0bdo01dXVNXsMfC+UvuwXSp/FVzzdpp56AQBgHssCd2pqqjZs2KD09HQZhqHc3FwVFBSoqqpKaWlpioyM1KhRoxQdHa2bbrpJXbp0cXsMECi87aQDAIDwZjMMw/D3InyppqaOkZIQRK3bztMITMO/JFBr61Br61Br61Br61BrawXFSAkQ6uh2AwAAd7jTJOADnuajAQBAeCNwA2GiuW47XXgAAMzFSAkQRgjXAABYj8ANmKzhWEkgBV5mzgEAsAYjJYCFAmWmm5lzAACsQ+AGfIDOMAAAaA4jJYCPeHvbdwAAEF7ocAMAAAAmInADAAAAJiJwAyYI9D2vA319AACEEma4AZM0Da/98ws9znZbHXYJ1wAAWIMON2ABb75EyRctAQAITQRuAAAAwESMlAABxN1dKbkjJAAAwY3ADQQoTyMm/fMLfR66CfYAAJiDkRIA3OodAAATEbgBC9ApBgAgfDFSAlikudDd2i6yu3lvAAAQeOhwAyGA0Q8AAAIXgRvwM7rTAACENgI3EAA2Zw50/eOv87fkeQAA4D1muAFI+iVcOxwxOnSoyu2t6AngAAC0HB1uACdgm0AAAHyHwA0EGE/jHYx+AAAQfBgpAQKQpwDd9DVGPwAACGx0uIEgxugHAACBj8ANAAAAmIjADeAEzIoDAOA7zHADcKthuD4+osLt5AEAaDk63AA8Yk4cAIC2IXADQYzRDwAAAh8jJUCQ8+foByMmAACcHB1uIET4e/SDERMAANwjcAMAAAAmInAD8IhREQAA2oYZbiAMtHXW2t2cuKfzENIBAPgFHW4gzFgxa808NwAAvyBwAyHCqq4y3WsAAFqGkRIghHg7+uGr89DJBgDg5OhwAwAAACYicAMAAAAmInADIcqK275za3kAAE6OGW4ghFkRfJueo39+4Qmz3QRwAEA4o8MNwGf8fXt5AAACEYEbAAAAMBGBGwAAADARgRsAAAAwEYEbAAAAMBGBG4DPsE0gAAAnYltAAD7FNoEAADRGhxuAadgmEAAAAjcAAABgKgI3AAAAYCICNwC/cDfbDQBAKCJwA/ArQjcAINQRuAGYht1IAABgW0AAJjseuj11shu+RkgHAIQaOtwAAgojJgCAUEPgBgAAAExE4AZgCUZFAADhyrIZ7vr6emVlZWn37t2KiopSTk6OnE6n6/UVK1ZowYIFateunUaPHq3x48dLkkaMGKG4uDhJ0plnnqlHH33UqiUD8LGGoZuZbgBAuLAscK9bt07V1dVasmSJSkpKlJeXp3nz5rlef/zxx7Vy5UrFxMTot7/9rX7729+qffv2kqSFCxdatUwAAaZ/fiGhGwAQ1CwbKSkqKlJKSookKSkpSaWlpY1e79Onjw4fPqzq6moZhiGbzaZdu3bpyJEjuvnmm5WRkaGSkhKrlgvAZIRoAEC4sKzDXVFRodjYWNdju92u2tpaRUQcW0JCQoJGjx6tDh06KDU1VZ06dVL79u01efJkjRkzRp9//rluvfVWrVmzxnWMO3a7TQ5HjOmf59i52ll2rnBHra1jZa33Zg9x/Tlh5ppm3xeq/+65rq1Dra1Dra1Dra3VlnpbFrhjY2NVWVnpelxfX+8Kzrt27dL777+v9evXKyYmRvfff79Wr16tq6++Wk6nUzabTT169JDD4dDBgwd1xhlnNHueujpDhw5Vmf55pGMhwKpzhTtqbZ1ArPXxMB5qXfFArHWootbWodbWodbWalrv+Pg4r4+1bKQkOTlZhYXHvghVUlKixMRE12txcXFq3769oqOjZbfb1aVLF/30009atmyZ8vLyJEllZWWqqKhQfHy8VUsGEGDYoxsAEIws63CnpqZqw4YNSk9Pl2EYys3NVUFBgaqqqpSWlqa0tDSNHz9ekZGROuusszRy5EhJ0vTp0zVu3DjZbDbl5uZ6HCcBELw2Zw4kUAMAQpLNMAzD34vwpZqaOkZKQhC1tk4g1NpT8A6lsZJAqHW4oNbWodbWodbWCoqREgAAACAcEbgBAAAAExG4AQSc5sZGQmmcBAAQPvgGIoCA1DRc988vPGG2mwAOAAgGdLgBBLzmvkTJriYAgGBA4AYAAABMROAGAAAATETgBgAAAExE4AYAAABMROAGEPDYJhAAEMzYFhBAUPBmm0BP7wcAwF/ocAMIOt5sB8iWgQCAQEHgBgAAAExE4AYAAABMROAGAAAATETgBgAAAExE4AYQdLzZgYRdSgAAgYJtAQEEJQI1ACBYELgBhBx3WwIS0AEA/sJICYCQ0tz+2+zLDQDwFwI3AAAAYCJGSgCEjYZdbkZMAABWocMNICwxYgIAsAqBGwAAADARgRtASGnJqEj//EI63QAA0xG4AYSczZkDXf94g9ANADATgRsAAAAwEYEbQEhjNxIAgL8RuAGEvJaMlwAA4GsEbgAAAMBEBG4AYaO5LjfdbwCAmbjTJICwQrgGAFiNwA0grLnbEpBQDgDwJUZKAISt5vbfZl9uAIAvEbgBAAAAExG4AQAAABMRuAHAjf75hYyWAAB8gsANAB4QugEAbUXgBhC22I0EAGAFtgUEENaOh25PneyGrxHSAQAtRYcbAFqAERMAQEsRuAEAAAATEbgBQIyKAADMwww3APxXw9DNTDcAwFfocANAGzDTDQA4GQI3ALhB5xoA4CuMlABAM7wdMQEAwBM63ADQRtwGHgDgCYEbAHyE0A0AcIfADQBeYKYbANBaBG4A8NLmzIEEbwBAixG4AQAAABMRuAEAAAATEbgBoIWaGyth3AQA4A77cANAKzQN1+62BiSAAwAkOtwA0GbNbQfINoEAAInADQAAAJiKkRIAMFHDLjcjJgAQngjcAGCR/vmFIR+63Y3RhPpnBoCTYaQEAOATzLIDgHsEbgBoIzq4AABPGCkBAB9oGLo9dXSPv0ZIB4DwYVmHu76+Xg8//LDS0tI0ceJEHThwoNHrK1as0MiRIzV69Gj97W9/8+oYAAhWjFkAQPiwLHCvW7dO1dXVWrJkiTIzM5WXl9fo9ccff1wLFizQ66+/rgULFuj//b//d9JjACAQ0b0GADRkWeAuKipSSkqKJCkpKUmlpaWNXu/Tp48OHz6s6upqGYYhm8120mMAIFBtzhwYdsGbW94DgHuWzXBXVFQoNjbW9dhut6u2tlYREceWkJCQoNGjR6tDhw5KTU1Vp06dTnqMO3a7TQ5HjHkfpNG52ll2rnBHra1Dra3jTa0TZq454bm92UPMWlKbBerauK6tQ62tQ62t1ZZ6Wxa4Y2NjVVlZ6XpcX1/vCs67du3S+++/r/Xr1ysmJkb333+/Vq9e7fGY5tTVGTp0qMqcD9GEwxFj2bnCHbW2DrW2Tl1dvcdaNzfnnTBzDV3jFuK6tg61tg61tlbTesfHx3l9rGUjJcnJySosPPYfj5KSEiUmJrpei4uLU/v27RUdHS273a4uXbrop59+8ngMAAQDxiwAAJZ1uFNTU7Vhwwalp6fLMAzl5uaqoKBAVVVVSktLU1pamsaPH6/IyEidddZZGjlypCIiIk44BgCCDeEaAMKbzTAMw9+L8KWamjpGSkIQtbYOtTaft7c/97R1ICG+ZbiurUOtrUOtrRUUIyUAAG5/DgDhiMANAAGK+W8ACA3c2h0AAkRzXW4CNgAEN4+B+6qrrpLNZvPqB61fv94nCwIANNY/v5DQDQBBzGPgHjNmTKPHhmFo3rx5mjBhgn71q1+ZujAAAAAgFHgM3LfffvsJz/31r3/VhAkT1L17d9MWBQChanPmQL4gCQBhhhluALDY8fEQhyPG7a3bAQChhV1KAAAAABMRuAHAj7z5MiRfmASA4NbikRJvdy0BAHinJYHa27tUAgACh8fAfc0115wQsI8cOaJJkyYpMjKy0fPvvvuu71cHAHDxdJdKQjcABC6PgXv48OFWrQMAAAAISR4D99SpU61aBwAAABCSWjTD/fXXX2vRokXau3evIiIilJCQoLFjx6pbt25mrQ8AAAAIal7vUrJz505dd911WrVqlTp06CC73a63335bw4cP165du8xcIwAAABC0vA7cjz32mAYOHKi1a9fq6aef1ty5c/WPf/xDv/nNb/TEE0+YuUYAgJrfjYQvTAJAYPN6pKSkpERLly5ttDtJZGSkbrvtNqWnp5uyOABAYw3D9fFdSxruXkL4BoDA43Xg7tSpkyorK094vqKiQhER3CEeAKwUDFsEsmc4ABzj9UjJb37zG82ePVtffPGF67nPP/9cjzzyiAYNGmTK4gAAwcnTXwgAINx43Zq+7777dNNNN2nw4MHq3LmzJOnHH3/UBRdcoOnTp5u2QAAAACCYeR24HQ6Hli9frg8//FB79+7V0aNH1a1bN40YMcLM9QEAWshTF5mRDgCw3klHSt566y2NGjVKX3/9tdq1a6du3bpp0aJFmjt3rmbMmKE//vGPqqurs2KtAIA2YqQDAKznMXCvWrVK06dPV2Jiojp06CBJeuCBB1RZWan58+dr8eLF2rp1q1555RVLFgsAOIZONQAED4+Be+HChbr33nuVl5enzp07a9euXdqxY4duvPFGDRgwQP369dM999yjv//971atFwDwX5szB7r+aYn++YWmd7rZMxwAfuFxhnv37t3KyclxPf7Xv/4lm82mK6+80vVcnz59Gu1cAgAIDmZvIUi4BoBjPHa4DcNQVFSU6/HmzZsVFxen8847z/Xczz//rOjoaPNWCAAAAAQxj4G7d+/eKioqknTsBjf//ve/NWDAANlsNtd71q5dq4SEBHNXCQDwiG4yAAQujyMlEyZMUE5Ojnbv3q3i4mL9/PPPmjRpkiTphx9+UEFBgV588UXNnj3bksUCAJrXXOj2NK/NbeEBwHweA/eIESN09OhRLVmyRHa7XXPmzFFSUpIk6dlnn9XSpUt1yy23sBc3AIQAs2e6udU7gHBlMwzDaM2B3377raKjo113nQwUNTV1OnSoypJzORwxlp0r3FFr61Br61hZa293JTErAPv7Zjxc19ah1tah1tZqWu/4+Divj/X6TpNNde3atbWHAgAs1jDUcvMbALDWSe80CQAAAKD1CNwAAACAiQjcABBmuAskAFir1TPcAIDgZXW43pw5kF1KAIQtAjcAhDmrgjDhGkC4YqQEAMJYczuWsJMJAPgOgRsAAAAwEYEbAAAAMBEz3AAAv+BLlADCBR1uAIDlmB0HEE4I3AAQxtiTGwDMx0gJAIS5puG6f37hSTvNBHIA8B4dbgCAi7cjHWaOfngT+AEgmBC4AQABidANIFQQuAEAlmMkBUA4IXADAFqlraMfmzMHErwBhAUCNwCgTRj9AADPCNwAABc6zgDge2wLCABopLnQ7amT3fC1lob2zZkDueskgJBG4AYA+FT//MJWhe6mP6NpCCeAAwhWjJQAAAIKt30HEGoI3AAAr9BhBoDWYaQEAOC1hqHbHx3ntsyKA4C/0OEGAAQlRkwABAsCNwCgVZrrMNN5BoDGGCkBALSaGeG6uW0CASBYEbgBAAHH21nx46/RVQcQyBgpAQAEPTriAAIZgRsAENDoXgMIdoyUAAAC3vHQbdbt5QHATJYF7vr6emVlZWn37t2KiopSTk6OnE6nJOngwYO67777XO/duXOnMjMzNW7cOI0YMUJxcXGSpDPPPFOPPvqoVUsGAASp1txeHgDMYlngXrdunaqrq7VkyRKVlJQoLy9P8+bNkyTFx8dr4cKFkqTi4mLNmTNHY8eO1dGjRyXJ9RoAAAAQbCyb4S4qKlJKSookKSkpSaWlpSe8xzAMZWdnKysrS3a7Xbt27dKRI0d08803KyMjQyUlJVYtFwAQgOhaAwhGlnW4KyoqFBsb63pstx8N3ngAABcPSURBVNtVW1uriIhflvDPf/5TCQkJ6tmzpySpffv2mjx5ssaMGaPPP/9ct956q9asWdPomKbsdpscjhjzPkijc7Wz7Fzhjlpbh1pbh1q3zt7sIa4/J8xc0+z7Gta2NbV297MbnhvucV1bh1pbqy31tixwx8bGqrKy0vW4vr7+hOC8YsUKZWRkuB736NFDTqdTNptNPXr0kMPh0MGDB3XGGWc0e566OkOHDlX5/gO44XDEWHaucEetrUOtrUOtzdWwti2tdXNfzkyYuYYu+0lwXVuHWlurab3j4+O8PtaykZLk5GQVFh77BVZSUqLExMQT3rN9+3YlJye7Hi9btkx5eXmSpLKyMlVUVCg+Pt6aBQMAAh63lwcQDCzrcKempmrDhg1KT0+XYRjKzc1VQUGBqqqqlJaWpvLycnXs2FE2m811zA033KDp06dr3Lhxstlsys3N9ThOAgAIP4RrAIHOsvTarl07zZ49u9FzvXr1cv25S5cuevvttxu9HhUVpfz8fEvWBwAIfu5GQQjkAPyNO00CAEJCc3PX3PYdgL8RuAEAaILZcAC+xEA0ACDkNdzir7nQzDgKALPQ4QYAhBV3wZpxFABmInADAAAAJiJwAwBCAuMfAAIVM9wAgJDRMHR7Ggdp+Jo3QZ35bgBtQYcbABDWTjanzXw3gLYicAMAQlJLOtBsAwjATIyUAABC1vHA7HDENNoa0NN7AcDX6HADAMJe//xCRkQAmIbADQDAfxG6AZiBwA0ACAutHRlhvhtAWzHDDQAIG8dDcks72U3DtbsRFAI4gObQ4QYAoAXYJhBASxG4AQAAABMRuAEAYYe5bABWYoYbABCWCNcArEKHGwAAADARgRsAgBZgHAVASzFSAgBACxGuAbQEHW4AAADARARuAAAAwEQEbgAAAMBEzHADANBGbb1VPIDQRocbAIA2aM0t3bkNPBBeCNwAAACAiQjcAAAAgImY4QYAwA8ajpUw0w2ENjrcAAD4GTPdQGgjcAMA0AZ0pwGcDCMlAAC0kbehm042EJ7ocAMAAAAmInADAAAAJiJwAwBgkeZGT5gDB0IbM9wAAFioYbg+PtMdSFsEupsz9/eagGBHhxsAAD9o7guU/vxiZSCuCQgFBG4AAADARARuAAAAwETMcAMAEGA8jXD4ep6acRHAfHS4AQAIIr4MyIRtwBoEbgAA/CCYdv4IprUCgYiREgAA/MTdFoHeOP5eM4MwIRvwHTrcAAAEKUZCgOBA4AYAAABMROAGACAA+GOEg1vNA9ZghhsAgADRXND1NDrS1tvCE64B89HhBgAgRDDTDQQmAjcAAAGOLjQQ3BgpAQAgCLR2C0EA/kfgBgAghPhyj253wZ5uO9ByjJQAABCC2toFb+54uutAyxG4AQAIMnSZgeDCSAkAAEHoeOj2dsvA5o4HYD463AAAhCFGQwDrELgBAAAAExG4AQAIYmaNhnDbd8B3bIZhGP5ehC/V1NTp0KEqS87lcMRYdq5wR62tQ62tQ62tE061bs2oiLch2pttAsOp1v5Gra3VtN7x8XFeH0uHGwCAMOdNSGebQKD1CNwAAIQQRj6AwMO2gAAAhJjmQjfdaMA/CNwAAKBNGgb5vdlD/LgSIDBZFrjr6+uVlZWl3bt3KyoqSjk5OXI6nZKkgwcP6r777nO9d+fOncrMzFRaWlqzxwAAgMCTMHMNYy1AE5bNcK9bt07V1dVasmSJMjMzlZeX53otPj5eCxcu1MKFC3Xffffp3HPP1dixYz0eAwAAWqYtW/0RooHWs6zDXVRUpJSUFElSUlKSSktLT3iPYRjKzs7Wk08+Kbvd7tUxAADAe20Jzg2P9eaW8oR04BjLAndFRYViY2Ndj+12u2praxUR8csS/vnPfyohIUE9e/b0+pim7HabHI4YEz6Bu3O1s+xc4Y5aW4daW4daW4da+0f//EJmuk3EdW2tttTbssAdGxuryspK1+P6+voTgvOKFSuUkZHRomOaqqszuPFNCKLW1qHW1qHW1qHW/kPdzcN1ba2guPFNcnKyCguP/S+mkpISJSYmnvCe7du3Kzk5uUXHAAAA6zEuAnjPsg53amqqNmzYoPT0dBmGodzcXBUUFKiqqkppaWkqLy9Xx44dZbPZPB4DAAACw/HQ7c08d8P3A+HGZhiG4e9F+FJNTR0jJSGIWluHWluHWluHWpurJTfUIXT7Dte1tYJipAQAAIQmQjTgGXeaBAAAbXY8dDscMUqYuabZ95k5YuKu085fBhAI6HADAAC/aMkoSmt/li/PAbQWgRsAAAAwEYEbAAD4FGMcQGPMcAMAAJ/jNvDAL+hwAwAAv2PWGqGMwA0AAExlRfe6uXPQOUcgYKQEAACYzpu7UvrqHECgIXADAICA0NI9utl3G8GCkRIAABBwTtYJZ99tBBMCNwAAsAwdaIQjRkoAAIClWrploKfjgWBA4AYAAEHF27ERZrwRKBgpAQAAIYcZbwQSAjcAAPCb1nac2XcbwYSREgAA4Fet2aO7pVsIujuWcA6r0OEGAABBrbVjIoyXwCoEbgAAEBDoOCNUMVICAAAChqfQ3ZKO9ObMgXSwETAI3AAAICS1ZjY8GLH9YeBjpAQAACBIsf1hcCBwAwCAoNDarQDZQhD+xkgJAAAIGr7et/u4k3WECedoCwI3AAAIOy0dueifX0joRqsxUgIAAMIK882wGoEbAAAgSDGfHhwYKQEAAPBCW24nb6ZAWgvco8MNAADQQoyloCUI3AAAAICJGCkBAABhpbnbvrsbzaCTDV8gcAMAgLDji7nnQJ3pRuBhpAQAAKCN6ITDEwI3AABAM+hcwxcYKQEAAPCgYej21Mlu7jWrQ7u38+mwDh1uAAAAE1k5btLcuRh58S8CNwAAAGAiAjcAAICXGM1AazDDDQAA0ALHQ3dLxjTYQjC80eEGAACwEPPU4YfADQAA0AqB2Klubk2BuNZwYjMMw/D3InyppqZOhw5VWXIuhyPGsnOFO2ptHWptHWptHWptHWr9C2862W0Jwt7Umi0CfadpvePj47w+lg43AACAn5g5XsIWgYGDwA0AAACYiF1KAAAATLA5cyDdZBMF07gMgRsAAMAk3mwh2NItA30RNIN9m0JP4zKB+HkYKQEAAAgQJ+uImzGXTRfefARuAAAAk/mj6xqInd5wxUgJAACABRoG4NZ0slsToL09Z7CPmAQ6OtwAAAABxN/b+TFi4nsEbgAAAASVYLujJiMlAAAAFvP1loHeBM1Q26YwUMO1OwRuAAAAP/Bmy0Bvf0Zr3u/tTHdbzodjGCkBAACAV0KpQ24lAjcAAEAYolttHUZKAAAA/Ki52eqTjX/szR6iQ4eq2nzu5n5+oAmmW7k3ReAGAADws5MFx0AKlv7YszvYbuXeFCMlAAAAaJVg6IwHAgI3AABAmAuGLnEwY6QEAAAAHkN3a7YQ9PZnhwM63AAAADBVuI+eWNbhrq+vV1ZWlnbv3q2oqCjl5OTI6XS6Xt+2bZvy8vJkGIbi4+P1xBNPKDo6WiNGjFBcXJwk6cwzz9Sjjz5q1ZIBAAAQALzZySWQWRa4161bp+rqai1ZskQlJSXKy8vTvHnzJEmGYWjmzJl65pln5HQ6tXTpUn311Vfq1q2bJGnhwoVWLRMAAABNBMJt4YMlXLtjWeAuKipSSkqKJCkpKUmlpaWu1/bv3y+Hw6FXXnlFe/bs0aBBg9SzZ09t3bpVR44c0c0336za2lrdd999SkpKsmrJAAAA+K+27tnt6bhgDtPesCxwV1RUKDY21vXYbrertrZWERER+vHHH1VcXKyZM2fK6XRqypQpOu+889SlSxdNnjxZY8aM0eeff65bb71Va9asUURE88u2221yOGKs+Eiy29tZdq5wR62tQ62tQ62tQ62tQ62tE0q17p9fqL3ZQ/y9DI/aUm/LAndsbKwqKytdj+vr613B2eFwyOl0qnfv3pKklJQUlZaWatKkSXI6nbLZbOrRo4ccDocOHjyoM844o9nz1NUZbb7rkrccjhjLzhXuqLV1qLV1qLV1qLV1qLV1/FVrs8ZLAv26aVrv+Pg4r4+1LHAnJyfrvffe09ChQ1VSUqLExETXa927d1dlZaUOHDggp9OpLVu26IYbbtCyZcu0Z88eZWVlqaysTBUVFYqPj7dqyQAAAHDD2xGQlgTz4+8NxfESywJ3amqqNmzYoPT0dBmGodzcXBUUFKiqqkppaWl65JFHlJmZKcMwdOGFF+o3v/mNqqurNX36dI0bN042m025ubkex0kAAAAQ3ILldu0tYTMMw/D3InyppqaOkZIQRK2tQ62tQ62tQ62tQ62tEwy1bu3oSSAG7raMlHDjGwAAAJgiEIOzPzCfAQAAANM0F7pbe7v4YAzxdLgBAAAQNPx9A57WIHADAADAcsHYqW4tRkoAAADgFw1DdzB2rr1FhxsAAAAwEYEbAAAAMBGBGwAAAH7n7Ux3MM5+M8MNAACAgBCMYdobdLgBAAAAExG4AQAAABMRuAEAAAATEbgBAAAAExG4AQAAABMRuAEAAAATEbgBAAAAExG4AQAAABMRuAEAAAATEbgBAAAAExG4AQAAABMRuAEAAAATEbgBAAAAExG4AQAAABMRuAEAAAAT2QzDMPy9CAAAACBU0eEGAAAATETgBgAAAExE4AYAAABMROAGAAAATETgBgAAAExE4AYAAABMFOHvBQSb+vp6ZWVlaffu3YqKilJOTo6cTqe/lxUyampqNGPGDH311Veqrq7W7bffrq5du2rKlCn69a9/LUkaN26chg4d6t+FhpARI0YoLi5OknTmmWdqypQpevDBB2Wz2ZSQkKA//elPateOv5u31d///ne9+eabkqSjR49q586dWrx4Mde2j23dulVPPvmkFi5cqAMHDri9lt944w0tXrxYERERuv3223XllVf6e9lBqWGtd+7cqezsbNntdkVFRemxxx7TqaeeqpycHH388cfq2LGjJOm5555z/b6B9xrWevv27W5/b3Bd+0bDWk+bNk3ff/+9JOmrr77SBRdcoDlz5rTuujbQIu+++67xhz/8wTAMwyguLjamTJni5xWFlmXLlhk5OTmGYRhGeXm5MWjQIOONN94w5s+f7+eVhaaff/7ZuP766xs9d9tttxn//ve/DcMwjJkzZxpr1671x9JCWlZWlrF48WKubR978cUXjWHDhhljxowxDMP9tfzdd98Zw4YNM44ePWr89NNPrj+jZZrWesKECcaOHTsMwzCM119/3cjNzTUMwzDS09ONH374wW/rDAVNa+3u9wbXtW80rfVxhw4dMoYPH26UlZUZhtG665q2VQsVFRUpJSVFkpSUlKTS0lI/ryi0DBkyRPfcc4/rsd1uV2lpqd5//31NmDBBM2bMUEVFhR9XGFp27dqlI0eO6Oabb1ZGRoZKSkq0fft2XXLJJZKkgQMH6l//+pefVxlaPvnkE3366adKS0vj2vaxs846S3PnznU9dnctb9u2TRdeeKGioqIUFxens846S7t27fLXkoNW01o/9dRTOueccyRJdXV1io6OVn19vQ4cOKCHH35Y6enpWrZsmb+WG9Sa1trd7w2ua99oWuvj5s6dqxtvvFGnnXZaq69rAncLVVRUKDY21vXYbrertrbWjysKLR07dlRsbKwqKip09913695771W/fv30wAMPaNGiRerevbv+8pe/+HuZIaN9+/aaPHmy5s+fr1mzZun3v/+9DMOQzWaTdOzfx+HDh/28ytDywgsv6M4775Qkrm0fGzx4sCIifpmUdHctV1RUNPpfvx07duQvOq3QtNannXaaJOnjjz/Wa6+9pt/97neqqqrSjTfeqCeeeEIvvfSS/va3vxECW6Fprd393uC69o2mtZakH374QRs3btSoUaMkqdXXNYG7hWJjY1VZWel6XF9ff8K/HLTNN998o4yMDF1//fW67rrrlJqaqvPOO0+SlJqaqh07dvh5haGjR48eGj58uGw2m3r06CGHw6EffvjB9XplZaU6derkxxWGlp9++kmfffaZLr30Ukni2jZZw+8eHL+Wm/4Or6ysZKbYR1atWqU//elPevHFF9WlSxd16NBBGRkZ6tChg2JjY3XppZcSuH3A3e8NrmvzrFmzRsOGDZPdbpekVl/XBO4WSk5OVmFhoSSppKREiYmJfl5RaPn+++9188036/7779cNN9wgSZo8ebK2bdsmSdq4caP69u3rzyWGlGXLlikvL0+SVFZWpoqKCg0YMECbNm2SJBUWFuriiy/25xJDyubNm3X55Ze7HnNtm+vcc8894Vru16+fioqKdPToUR0+fFj79u3j97gPvP3223rttde0cOFCde/eXZL0+eefa/z48aqrq1NNTY0+/vhjrnEfcPd7g+vaPBs3btTAgQNdj1t7XdOabaHU1FRt2LBB6enpMgxDubm5/l5SSHn++ef1008/6bnnntNzzz0nSXrwwQeVm5uryMhInXrqqcrOzvbzKkPHDTfcoOnTp2vcuHGy2WzKzc1V586dNXPmTD311FPq2bOnBg8e7O9lhoz9+/frzDPPdD3OyspSdnY217ZJ/vCHP5xwLdvtdk2cOFHjx4+XYRiaNm2aoqOj/b3UoFZXV6dHHnlEZ5xxhu666y5JUv/+/XX33Xfruuuu09ixYxUZGanrr79eCQkJfl5t8HP3eyM2Npbr2iT79+93/SVSknr16tWq69pmGIZh5kIBAACAcMZICQAAAGAiAjcAAABgIgI3AAAAYCICNwAAAGAiAjcAAABgIgI3AMCtuXPnKjU11d/LAICgR+AGAAAATETgBgAAAExE4AaAEFBRUaFZs2bp8ssv14UXXqjJkydr69atOu+887R69epG773//vt15513NnvcZ5995vYc33zzje6++24lJyfr8ssv17Rp01RWVmb6ZwOAYEfgBoAQcO+992rjxo3Kz8/X8uXLFRMTo2nTpunyyy/XihUrXO+rqqrSunXrNHLkyGaPu+WWW1RTU9Po51dVVWnixImKjo7W4sWLNX/+fNXU1GjSpEmqrq629LMCQLAhcANAkPvss8/04YcfatasWbrsssvUs2dPzZ49W9dcc42GDx+uDz/8UD/++KMk6R//+Ieio6M1aNAgj8cdOnSo0TneeecdHTlyRHl5eUpMTNQ555yjp556SmVlZVq7dq0/PjYABI0Ify8AANA2e/bskST169fP9Vznzp314IMPqqamRjk5OVq9erXGjx+vFStWaNiwYYqMjPR4XFM7duxQeXm5Lr744kbPHzlyRPv27TPjYwFAyCBwA0CQi4ho/ld5ZGSkhg0bppUrVyo1NVUbN25UZmbmSY9z93N69+6tZ5999oTX4uLiWr5oAAgjjJQAQJDr1auXJKm0tNT1XEVFhS677DJt2bJFo0aNUnFxsZYuXapevXrp3HPP9eq4hhISEvTll1/K4XDI6XTK6XTqlFNO0aOPPurqlAMA3CNwA0CQ69Gjh66++mrNmjVLW7Zs0b59+zR9+nTFxcWpX79+Ovfcc5WQkKAXXnhBo0aN8vq4hq677jp17txZ9957rz755BPt2bNHmZmZ2rp1qxISEqz+yAAQVAjcABAC8vLydP755+uOO+7Q2LFjVVNTo5deeklRUVGSpBEjRqi2tlbXXXddi447rn379lqwYIHat2+vSZMmady4caqtrdUrr7yiU045xbLPCQDByGYYhuHvRQAAzPXYY49p//79ev755/29FAAIO3xpEgBC2PFRkcWLF7v9wiMAwHwEbgAIYevXr9frr7+uiRMnasCAAf5eDgCEJUZKAAAAABPxpUkAAADARARuAAAAwEQEbgAAAMBEBG4AAADARARuAAAAwEQEbgAAAMBE/x/RNxUrWvAkowAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtwAAAH0CAYAAAAOvvqvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3deXQUdbrG8afpbIQEAxrFAxoBAyqKGMHjRhz1xm3YZQkgUUHHDRfM6BhGNJBMCCoyiiOKcriKXEHhqoCAXhg1igwTY4IGCCK4jFsGyXAlCZKt7h9cepKQbjpJV3VX9fdzjudMd6e6fv3aJ/Pk9a1fuQzDMAQAAADAFB2CvQAAAADAyQjcAAAAgIkI3AAAAICJCNwAAACAiQjcAAAAgIkI3AAAAICJIoK9AACwqyuuuELff/+953FkZKROOukkXXXVVbrrrrsUFxenLVu2KCMjQx988IG6devW7vONHj1ad955Z3uXbrm+ffs2edyxY0f16tVLd999ty6//HLP8wcPHlReXp7effdd1dfX65prrlFWVpY6derU4vsc4XK5VFZWZt4HAIB2IHADQDvceuutuvHGGyUdDoulpaXKz89XcXGxXn75ZZ133nn66KOPdPzxxwd5pcH3yCOP6KqrrpJhGKqsrNTatWs1depUrVy5UmeccYbnZ7Zt26bnn39edXV1mj59uh555BHNnTtXkvTRRx81ec+9e/dq0qRJuuGGGyz/PADgL0ZKAKAdYmNjlZiYqMTERJ166qm67rrrtGDBApWUlGjlypWKiopSYmKiOnTg121cXJwSExN14oknqlevXpo6dap69Oih1atXS5LKy8u1Zs0aPfrooxowYIAGDhyo3Nxcvf322yovL5ckT62P/PPkk08qOTlZ9957bzA/GgD4xP8DAECA9evXT+eff77Wrl2rLVu2qG/fvvrpp58kSe+//75GjBih/v3769JLL1VOTo4OHTrkOfazzz7TpEmTNGDAAF166aV67LHHVFdX53m9vLxct99+u84991xdeumleu655zyvNTQ06Nlnn9VVV12ls88+WwMHDtTdd9+tiooKSdKWLVt0zjnn6Nlnn9UFF1ygSZMmSZK2bt2q9PR09e/fX9dee61ef/119e3bV999950kqaamRvn5+br00kuVkpKiG264QSUlJQGpVWxsrFwulySpqKhIHTp0UEpKiuf1lJQUud1uFRUVHXXse++9p48//ljZ2dn8QQMgpPEbCgBM0KdPH33xxRdNnquoqNDUqVOVnp6udevW6fHHH9fatWv1wgsvSJL+8Y9/KCMjQ0lJSVqxYoUef/xxrVq1SvPnz/e8x8qVK3XZZZdpzZo1ysjI0Lx581RYWChJWrx4sV5++WU9/PDDeueddzR37lwVFRVpwYIFnuNramq0ZcsWvf7663r44YdVXl6um2++WaeffrreeOMN3XvvvXriiSearPvBBx9UYWGh/vznP2vlypW68MILlZGRoa+++qrN9amrq9OaNWu0e/duDR8+XNLhPya6du2qyMhIz89FRESoa9eu+vHHH496j6efflpDhw71jKMAQKhihhsATNC5c2dVVlY2ee6nn35SbW2tunXrpu7du6t79+568cUXFRsbK0l67bXXdMIJJ2jmzJlyu906/fTTlZOTox9++MHzHldffbXGjx8vSfrd736nhQsXqrS0VIMGDVLPnj01Z84cpaamSpK6d++uwYMHHxX8b7nlFiUlJUk6HFq7dOniOWfv3r31888/KycnR5L0zTffaN26dVqzZo2Sk5MlSVOnTlVRUZEWL16sWbNm+V2Thx9+WNnZ2ZKkQ4cOqb6+XjfccIN69+4t6fAMfHR09FHHRUVFNfmvAJL097//XTt27DjqjwMACEUEbgAwQVVVleLj45s8d+aZZ+raa6/Vbbfdpm7duumSSy5RWlqaZ5eOL774Qv369ZPb7fYc03gHD0nq2bNnk8edO3fWr7/+KunwLibFxcWaN2+evvrqK+3Zs0e7d+/WwIEDmxxzyimneP739u3bdc455zQ55/nnn9/kdUkaO3Zsk/eoqalRTU2Nf8X4f9OmTdOVV14pSfr11189F5jW19crOztbMTExLb5nTU2N54+SI9566y0NHDjQE9YBIJQRuAHABNu2bVO/fv2aPOdyufTnP/9ZU6dO1QcffKCPPvpId911l8aOHavs7GxFRBz7V3JLs8qGYUiSFixYoIULF2rUqFEaPHiwbrvtNr388stNOuSSFBMT4/nfbrdbDQ0NXs93ZLxj2bJlTY6TDneeW+P444/3dNalw1v8/fOf/9RTTz2l3//+9+rWrZsqKipUX1/v+QOgrq5OFRUVOvHEE5t83vfee09Tp05t1fkBIFiY4QaAACsrK1NxcbGGDBnS5PnPP/9cs2fP1umnn64pU6Zo8eLFmjZtmt544w1JUu/evbV9+/YmAXj58uUaNWqUX+d96aWXdM8992jGjBkaM2aM+vXrp2+++cYTyFvSt29fbdu2TfX19Z7ntm7d6vnfR8ZI9u3bp6SkJM8///mf/6mNGzf6tS5fjqzNMAydf/75qqurU3Fxsef1oqIiNTQ0NOm679mzR/v27dOFF17Y7vMDgBUI3ADQDtXV1dq7d6/27t2rf/zjH3rzzTd16623atCgQRo2bFiTn42Pj9fSpUv15JNP6ttvv9WOHTv03nvvqX///pKkiRMneuand+/erU2bNmn+/Pm67LLL/FpL165d9dFHH2n37t3atWuXZs2apeLiYp+jHxMmTFBFRYVmzpyp3bt3a+PGjXrqqackHe7IJyUl6brrrtOMGTP0wQcf6Ntvv9W8efO0bNmyVo9zVFZWempVXl6uDRs26KWXXtIVV1yh+Ph4nXTSSbr22mv1xz/+UUVFRfrkk080Y8YMDR8+XCeddJLnfXbs2KGoqKijxmsAIFQxUgIA7fDCCy94dhnp1KmTunfvrgkTJuimm25qMhctSaeddpr+8pe/6Omnn9bLL7+syMhIDR48WFlZWZKkk046SS+88IKeeOIJjRgxQl27dtXo0aP9Hp2YM2eOZs2apZEjR6pz58664IILlJmZqeeee04HDx5s8ZgTTjhBCxcuVF5enoYPH66kpCRNmDBBzzzzjGecJDc3V3PnztX06dN14MAB9e7dW/Pnz9dFF13UqlrNmjXLc5FlRESETjrpJI0aNarJnTNzc3OVm5ur3/3ud4qIiNDVV1+t6dOnN3mfvXv36rjjjvNsJwgAoc5l+PpvjQAAR/vyyy914MABnXfeeZ7n3n77bT300EMqLi72a64cAOAbIyUAEMZ+/PFHZWRkaO3atfrhhx/097//XU8//bSuu+46wjYABAgdbgAIc6+88oqWLFmiH374QQkJCbr22ms1bdo0dezY8ZjH3n777dqyZYvPn/nkk0+OGq8BgHBC4AYAtFl5eblnH3BvGm8FCADhiMANAAAAmIgZbgAAAMBEjrsipqGhQfX11jTt3W6XZecKd9TaOtTaOtTaOtTaOtTaOtTaWs3rHRnp/7Upjgvc9fWG9u+vtuRcCQmxlp0r3FFr61Br61Br61Br61Br61BrazWvd2JivN/HMlICAAAAmIjADQAAAJiIwA0AAACYiMANAAAAmIjADQAAAJiIwA0AAACYiMANAAAAmMiyfbgbGhqUnZ2tnTt3KioqSrm5uUpKSvK8/uabb2rRokWKj4/XyJEjNWbMGEnSiBEjFB9/eJ/DHj16aPbs2VYtGQAAAGg3ywL3hg0bVFNTo+XLl6ukpET5+flasGCBJKmiokJPPfWU3njjDXXu3Fk33XSTLrroIiUmJkqSlixZYtUyAQAAgICybKSkqKhIgwcPliQNGDBApaWlnte+++47nXHGGUpISFCHDh10zjnnaOvWrSorK9PBgwc1efJkZWRkqKSkxKrlAgAAAAFhWYe7srJScXFxnsdut1t1dXWKiIhQUlKSvvzyS/3888/q1KmTNm/erNNOO00xMTGaMmWKxowZo6+//lq33nqr1q9fr4gI78t2u11KSIi14iPJ7e5g2bnCHbW2DrW2DrW2DrW2DrW2DrW2VnvqbVngjouLU1VVledxQ0ODJzgfd9xxysrK0t13361u3bqpX79+6tKli3r27KmkpCS5XC717NlTCQkJ2rt3r04++WSv56mvN5rc595MCQmxlp0r3FFr61Br61Br61Br61Br61BrazWvd2JivN/HWjZSkpKSooKCAklSSUmJ+vTp43mtrq5OW7du1dKlSzVnzhzt2bNHKSkpWrFihfLz8yVJ5eXlqqys9Mx1AwAAAHZgWYc7LS1NmzZtUnp6ugzDUF5enlavXq3q6mqNGzdOkZGRGjVqlKKjo3XzzTera9euGj16tLKysjR+/Hi5XC7l5eX5HCcBAAAAQo3LMAwj2IsIpNraekZKHIhaW4daW4daW4daW4daW4daW6s9IyW0i9tp0NyCo54rzEwNwkoAAAAQirjTZDskz1jf4vMthXAAAACEJwI3AAAAYCICNwAAAGAiAjcAAABgIgI3AAAAYCJ2KWmHXTnXtHjhJLuUhD52lwEAAFYhcLeTVSHNzgEx1NbubReZQXMLbFNTAABgHwTuAGvtloBHAp6vUGrHgHisOjR/PVQ/BwAAQHsRuAOoLftv+zrGrvt5t7UOhG4AAOBEXDQJAAAAmIjADQAAAJiIwI2w4210hZEWAABgBma4bYyA2HbUDgAAWIUOdwBZEeIKM1M9/4QqXx1kussAACDc0OEOsNYEx9ZuBWinUOprrXb6HAAAAO1F4A4iQmnbthAMl9oAAABnIHDbkFNCalv3GWfPbgAAYCfMcNtMe0IqAAAArEfgBgAAAExE4AYAAABMROAGAAAATMRFkwiawszUkLgA1O5bMAIAgNBG4LaZUAmpgeLvuhISYrV/f3XAz++tluyEAgAAAoXAbUMEQQAAAPsgcDucP91wu9zd0kmdfQAAED4I3A7mb0D19XPNXwtWgE2esb5NxzEaAgAAgo1dStAq3EAHAACgdQjcCGveut90xQEAQKAwUoKwR7gGAABmosMNAAAAmIgOt4O1dc/uULQr55o2XTjZlu51qO/WAgAA7IXA7XDHCoq+wmWoBU8rzs2NcAAAQKARuMOcrxDppIAZan88AACA8EHgRpu05oY6weDP+uhaAwAAKxC44bfWzoMHK9CaNbfe+H0J6gAAwF/sUgK/OOXiy0ChHgAAwF8EbqAROtcAACDQGCkBmmkcuulkAwCA9qLDjbBFNxsAAFiBDjdME6xA6+2GPwRsAAAQDARu+MVuITZQ67Lb5wYAAKGHwA2/hWvIDNfPDQAAAoPADbRCqN/wBwAAhB4umgT85O+OJexsAgAAGiNwAwAAACYicAMAAAAmInADAAAAJiJwAyYYNLeAWW4AACCJwA34rS27jxC6AQAA2wICreAtdBOsAQCAN3S4AQAAABMRuAEAAAATEbgBAAAAExG4gQDwNtvNbd4BAAAXTQIBQrgGAAAtIXADJmlp5xJCOQAA4YeREsAE3rYJZPtAAADCD4EbAAAAMBGBGwAAADARM9yAxRqPlQRzppsZcwAArEGHGwgiq2e6B80t8PwTCusBACAc0OEGTFCYmRqw8BqoTjRhGgCA4KDDDZikMDPV809b0YkGAMD+6HADQeYtPDNPDQCAM9DhBkIUXWwAAJyBwA1YwC7darusEwAAO2GkBLDIkTAbrM61tws5CdkAAJiLwA3YVFv28yZcAwBgPUZKAAdg3hsAgNBF4AYsRpcZAIDwwkgJEAS+QjfdagAAnIUONwAAAGAiyzrcDQ0Nys7O1s6dOxUVFaXc3FwlJSV5Xn/zzTe1aNEixcfHa+TIkRozZswxjwEQOOxgAgCAOSzrcG/YsEE1NTVavny5MjMzlZ+f73mtoqJCTz31lJYsWaJXXnlFq1ev1nfffefzGMCpvIVcX7eJb28w5hbyAACYx7IOd1FRkQYPHixJGjBggEpLSz2vfffddzrjjDOUkJAgSTrnnHO0detWffbZZ16PAZzMV4Cm6wwAgL1YFrgrKysVFxfneex2u1VXV6eIiAglJSXpyy+/1M8//6xOnTpp8+bNOu2003we443b7VJCQqypn+Xf5+pg2bnCHbX2LnnG+qOe25VzTcDen7qbh++1dai1dai1dai1tdpTb8sCd1xcnKqqqjyPGxoaPMH5uOOOU1ZWlu6++25169ZN/fr1U5cuXXwe4019vaH9+6vN+RDNJCTEWnaucEetW+Zt5CN5xvqAdcKpu3n4XluHWluHWluHWlureb0TE+P9PtayGe6UlBQVFBwOByUlJerTp4/ntbq6Om3dulVLly7VnDlztGfPHqWkpPg8BgAAALADyzrcaWlp2rRpk9LT02UYhvLy8rR69WpVV1dr3LhxioyM1KhRoxQdHa2bb75ZXbt2bfEYAIFXmJnKLiUAAJjEZRiGEexFBFJtbT0jJQ5ErVvmaxeRtoZlam0dam0dam0dam0dam2t9oyUcKdJAC2i4w0AQGBwp0nAxtiXGwCA0EeHG7A5us4AAIQ2AjfgIIyBAAAQehgpARyCMRAAAEITgRsAAAAwEYEbwFHMuhgTAIBwxAw3gBYRrgEACAwCNxAGGs9xtyVIczEmAABtx0gJ4BD+BuDWXkTJxZgAALQPHW7AQRqHbgIxAAChgQ43AAAAYCI63ADarL2z4QAAhAM63AACghEWAABaRuAGHCpQe2nTuQYAoH0YKQEcLFBhmYsxAQBoOzrcAAJm0NwCAjkAAM0QuAEEHKEbAIB/I3ADaBVmugEAaB0CN4BWK8xMJXgDAOAnAjcAAABgIgI3AAAAYCICN4A2C9Re3wAAOBn7cANoF8I1AAC+EbgBBFRLWwISygEA4YyREgAB423/bfblBgCEMwI3AAAAYCICNwAAAGAiAjcAAABgIgI3AAAAYCICN4CAYV9uAACOxraAAAKKcA0AQFN0uAEAAAAT0eEGYKpj7cFNRxwA4HR0uAGYxp8b3nBTHACA0xG4AQAAABMxUgIg6Bp3uRkxAQA4DR1uACGFERMAgNMQuAEAAAATEbgBmIbxEAAAmOEGYDJvoZvREQBAuCBwAwg5XEQJAHASRkoABIW/QZpOOADA7uhwAwiaxqGbYA0AcCo63AAAAICJCNwAAACAiQjcAAAAgIkI3ABCgreLKNmlBABgd1w0CSBkEK4BAE5EhxsAAAAwER1uACGppW0C6YADAOyIDjeAkONtT2726gYA2BGBGwAAADARIyUAbKVxl5sREwCAHdDhBmBbjJgAAOyAwA0AAACYiMANIOQwKgIAcBJmuAGEpMahm9ERAICd0eEGAAAATETgBhDyvI2YMHoCALADRkoA2ALhGgBgVwRuALZ0rLluAjoAIFQwUgLAdvy5iJILLQEAoYLADQAAAJiIwA0AAACYiMANAAAAmIjADQAAAJiIwA3AdvzZgYRdSgAAoYJtAQHYEoEaAGAXBG4AjtfSFoEEdgCAVQjcABzH3326Cd0AACswww3AUbjhDQAg1FjW4W5oaFB2drZ27typqKgo5ebmKikpyfP6qlWrtHjxYnXo0EHXX3+9JkyYIEkaMWKE4uPjJUk9evTQ7NmzrVoyAAAA0G6WBe4NGzaopqZGy5cvV0lJifLz87VgwQLP64899pjWrFmj2NhY/fa3v9Vvf/tbxcTESJKWLFli1TIBAACAgLJspKSoqEiDBw+WJA0YMEClpaVNXu/bt68OHDigmpoaGYYhl8ulsrIyHTx4UJMnT1ZGRoZKSkqsWi4AAAAQEJZ1uCsrKxUXF+d57Ha7VVdXp4iIw0tITk7W9ddfr44dOyotLU2dO3dWTEyMpkyZojFjxujrr7/WrbfeqvXr13uOAYC24oJJAIBVLEuucXFxqqqq8jxuaGjwBOeysjK9//772rhxo2JjY/XAAw9o3bp1uvLKK5WUlCSXy6WePXsqISFBe/fu1cknn+z1PG63SwkJsaZ/nsPn6mDZucIdtbaO3Wu9K+caJc9Y3+LzocbutbYTam0dam0dam2t9tTbssCdkpKi9957T9ddd51KSkrUp08fz2vx8fGKiYlRdHS03G63unbtql9++UUrVqzQF198oezsbJWXl6uyslKJiYk+z1Nfb2j//mqzP44kKSEh1rJzhTtqbR0n1Lql7nUofiYn1NouqLV1qLV1qLW1mtc7MTHe72MtC9xpaWnatGmT0tPTZRiG8vLytHr1alVXV2vcuHEaN26cJkyYoMjISJ166qkaOXKkJCkrK0vjx4+Xy+VSXl4e4yQA2oWb4AAArOYyDMMI9iICqba2ng63A1Fr6zi51r726A5G6HZyrUMNtbYOtbYOtbZWezrc3PgGAAAAMBGBGwAAADARA9EAgIBhRh4AjkaHGwB0OCge+Qdt46121BRAuCNwAwgb/nZaCYgAgEBipARAWGkcugnWAAAr0OEGgBYwXgIACBQCNwD4QOgGALQXgRsAEBDeZuTZpQRAuGOGG0DYKsxMpYMdYIRrADgagRtAWDsSEH0F78avESgBAK3FSAkAtAIdcQBAaxG4AUB0rgEA5mGkBAD+H3t0AwDMQOAGgFZiphsA0BqMlABAO9AJBwAcC4EbAFpA5xoAECiMlACAF8x0AwACgQ43AAAAYCICNwC006C5BXTAAQBeEbgBwA/+zHQTugEALSFwA4CfCjNTuZgSANBqBG4AAADAROxSAgABxE1xAADN0eEGAJMw0w0AkAjcANBqdK4BAK3BSAkAtAE3xQEA+IvADQAmYqYbAOAzcF9xxRVyuVx+vdHGjRsDsiAAcKpBcwsI3QAQhnwG7jFjxjR5bBiGFixYoIkTJ+q4444zdWEAYBeFmamMlQAAvPIZuO+4446jnnvhhRc0ceJEnXLKKaYtCgDshpluAIA37FICABYaNLeAQA4AYYbADQBBQOgGgPBB4AaAAOPCSABAY60O3P7uWgIA4awwM5XgDQCQdIyLJq+66qqjAvbBgwd14403KjIyssnz77zzTuBXBwAOljxjved/E84BwLl8Bu5hw4ZZtQ4ACGvs0Q0AzuUzcE+dOtWqdQCAI7FHNwCgVbd2/+GHH7R06VLt2rVLERERSk5O1tixY9W9e3ez1gcAtsce3QAQ3vy+aHLHjh0aOnSo1q5dq44dO8rtduutt97SsGHDVFZWZuYaAQAAANvyu8M9Z84cpaam6rHHHvNcMFlbW6uHHnpIjz/+uBYtWmTaIgEgXLXUEWfWGwDsxe8Od0lJie68884mu5NERkbqtttuU3FxsSmLAwCn8RaWW3re2/gJYykAYC9+d7g7d+6sqqqqo56vrKxURESrRsEBIKwdCdcJCbHav786yKsBAJjN7w73b37zG82aNUvffvut57mvv/5af/rTn3TZZZeZsjgAAADA7vxuTd9///26+eabdfXVV6tLly6SpH/9618699xzlZWVZdoCAcDpGBEBAGfzO3AnJCRo5cqV+vDDD7Vr1y4dOnRI3bt314gRI8xcHwA4GmEbAJzvmCMlb775pkaNGqUffvhBHTp0UPfu3bV06VLNnz9f06dP1x//+EfV19dbsVYAgNilBADsxmeHe+3atcrKytLw4cPVsWNHSdKDDz6oqqoqLVq0SPHx8Zo+fbpeeuklTZ482ZIFA0A4ImQDgH35DNxLlizRfffdp9tuu02SVFZWpu3bt+vOO+/UJZdcIkm699579dRTTxG4AcAC7MsNAPbjc6Rk586d+o//+A/P448//lgul0uXX36557m+ffs22bkEAGAO9uUGAHvyGbgNw1BUVJTncWFhoeLj43X22Wd7nvv1118VHR1t3goBwMH86U7TwQYAe/M5UnL66aerqKhIp5xyiiorK/W3v/1Nv/nNb+RyuTw/8+677yo5Odn0hQKAUxGoAcDZfAbuiRMnKjc3Vzt37lRxcbF+/fVX3XjjjZKkffv2afXq1Vq4cKFmzZplyWIBAPbBvDkAHOYzcI8YMUKHDh3S8uXL5Xa7NW/ePA0YMECS9Mwzz+j111/XLbfcwl7cAIAmfM2bE7oBhBuXYRhGWw786aefFB0d7bnrZKiora3X/v3VlpwrISHWsnOFO2ptHWptnbbU2i5dY18XcgZjvXyvrUOtrUOtrdW83omJ8X4f6/edJpvr1q1bWw8FALRRKIZrAIBvbQ7cAIDgsku3GwDC3TFv7Q4ACD3syQ0A9kHgBgAEnLdOOx14AOGIkRIAgCkI1wBwGIEbABzG37ESAjEAWIPADQBhyuo9sbnIE0C4YoYbAGzIbkGVizwBhDM63ABgU41DN8EVAEIXgRsAwljjoG63rjkA2AUjJQAASXTJAcAsBG4AcAC60wAQuhgpAQCH8Dd0B6OTXZiZyi4lAMIWgRsAYAnCNYBwReAGAAQFHW8A4YIZbgAIM95CbbBvguPreQCwMzrcABCG6CQDgHXocAMAAAAmsqzD3dDQoOzsbO3cuVNRUVHKzc1VUlKS5/VVq1Zp8eLF6tChg66//npNmDDhmMcAANqPWWoAMJdlHe4NGzaopqZGy5cvV2ZmpvLz85u8/thjj2nx4sV69dVXtXjxYv3v//7vMY8BALQPs9QAYD7LAndRUZEGDx4sSRowYIBKS0ubvN63b18dOHBANTU1MgxDLpfrmMcAAOwpFC7cBACrWDZSUllZqbi4OM9jt9uturo6RUQcXkJycrKuv/56dezYUWlpaercufMxj2mJ2+1SQkKseR+kybk6WHaucEetrUOtrRPqtT6ytuQZ6496bVfONe1+/0C8h79CvdZOQq2tQ62t1Z56Wxa44+LiVFVV5Xnc0NDgCc5lZWV6//33tXHjRsXGxuqBBx7QunXrfB7jTX29of37q835EM0kJMRadq5wR62tQ62tE+q1bilot/RaILrSZs+Rh3qtnYRaW4daW6t5vRMT4/0+1rKRkpSUFBUUHP6FWlJSoj59+nhei4+PV0xMjKKjo+V2u9W1a1f98ssvPo8BAISG9s57M0cOwOks63CnpaVp06ZNSk9Pl2EYysvL0+rVq1VdXa1x48Zp3LhxmjBhgiIjI3Xqqadq5MiRijhHM+kAABXoSURBVIiIOOoYAEDgFGamEmwBwGQuwzCMYC8ikGpr6xkpcSBqbR1qbZ1QrHVbw3d7xj98nTNQYyWhWGunotbWodbWas9ICXeaBAC0W+PQHMjZa7PeFwCsxJ0mAQABZdaICqMvAOyKwA0A8PC1P7ZZHWY61wCcjpESAEATvgJw49cC2XE2630BIBQQuAEAtsFMNwA7YqQEAGBLdMIB2AWBGwDQJr7mvc14XwCwK0ZKAABtZsWFlHSyAdgdHW4AgG0NmltAIAcQ8gjcAADbI3QDCGUEbgBASGOmG4DdEbgBACHPzBvvAIDZuGgSAOAIgd6ju6UxFUI/gLagww0AcJz2znR7O55ZcQBtQeAGANgGHWYAdsRICQDAVtijG4DdELgBAI7FHDaAUMBICQDAkZjDBhAqCNwAANuy4tbyVpwPgLMxUgIAsLUjITjQnWvCNYBAIXADAMJOS3t2+5r3ZhYcQHsQuAEAYc1XZ/xYrxG6AfiDGW4AAADARARuAIAj+LrQcVfONRavBgD+jZESAIBjMOIBIBQRuAEAaKOWLr4EgOYYKQEAhIW2BOLCzFS/j+OGOgC8ocMNAAgb/uzZ3VLAbvwcwRpAa9HhBgAAAExE4AYAAABMROAGAAAATETgBgCEHV97dpt5LIDwxEWTAICw1J6ATLgG0BoEbgAA2qmlnUsI5QCOYKQEAIB28LZNINsHAjiCwA0AAACYiMANAAAAmIgZbgAATOLvWAnz3oCz0eEGACDImPcGnI3ADQBAO9CdBnAsBG4AANqpMDOV4A3AK2a4AQCAB3uKA4FHhxsAAEhiT3HALARuAAACpK2dYDrIgLMxUgIAQAARngE0R+AGACBIQmFemnERwHyMlAAAEAShMC9N2AasQeAGAAA+MSYDtA8jJQAA4CiEbCBwCNwAANhAKMx7A2gbAjcAACHG39nqQXMLCN2ADTDDDQBAEIRCUPa2hlBYG+AkdLgBAAiSxsE2WDuGEK4B89HhBgAAAExEhxsAABtr3BkPdLeaCzWBwKDDDQCAQwRyLCUUbswDOAWBGwCAEOBv55gOM2A/jJQAABAiCNOAM9HhBgDAQQbNLWDsAwgxBG4AAByI0A2EDgI3AAA2Y8XoCTfFAQKHGW4AAGzoSPA1s5NNuAYCg8ANAIBD+RvG/Q3W7MsNtA0jJQAAhDl/gjn7cgNtR+AGAMDG6DADoY+REgAAbK5x6KbjDIQeOtwAAACAiehwAwCAdmncVd+Vc00QVwKEJjrcAAA4SFtmuv05xt/3TZ6xvtXnB5yODjcAAA5j1oWUzIoDbUOHGwAABNSguQUEcqARAjcAADAFoRs4jMANAAAAmMiyGe6GhgZlZ2dr586dioqKUm5urpKSkiRJe/fu1f333+/52R07digzM1Pjx4/XiBEjFB8fL0nq0aOHZs+ebdWSAQCAF4WZqXSwAT9ZFrg3bNigmpoaLV++XCUlJcrPz9eCBQskSYmJiVqyZIkkqbi4WPPmzdPYsWN16NAhSfK8BgAAQseRiyhDJXi3tA7uxIlQYNlISVFRkQYPHixJGjBggEpLS4/6GcMwlJOTo+zsbLndbpWVlengwYOaPHmyMjIyVFJSYtVyAQBAABy5gNLsUO7t/UPljwGEN8s63JWVlYqLi/M8drvdqqurU0TEv5fw17/+VcnJyerVq5ckKSYmRlOmTNGYMWP09ddf69Zbb9X69eubHNOc2+1SQkKseR+kybk6WHaucEetrUOtrUOtrUOtzbUr5xq/9t8eNLcgKDfGceq/e77X1mpPvS0L3HFxcaqqqvI8bmhoOCo4r1q1ShkZGZ7HPXv2VFJSklwul3r27KmEhATt3btXJ598stfz1Ncb2r+/OvAfoAUJCbGWnSvcUWvrUGvrUGvrUGvzHRndSEiI9Rm+g/Hvwan/7vleW6t5vRMT4/0+1rKRkpSUFBUUHP7POiUlJerTp89RP7Nt2zalpKR4Hq9YsUL5+fmSpPLyclVWVioxMdGaBQMAAAABYFmHOy0tTZs2bVJ6eroMw1BeXp5Wr16t6upqjRs3ThUVFerUqZNcLpfnmNGjRysrK0vjx4+Xy+VSXl6ez3ESAAAQ2rzNVHNxI5zMZRiGEexFBFJtbT0jJQ5Era1Dra1Dra1Dra1zrJESX9obusNtlxK+19Zqz0gJ7WIAABBQwdqj28nhGvZG4AYAAAHXOPyyNR/CHYEbAACEhMbBnG41nMSyXUoAAAD8RVccTkLgBgAApqJbjXDHSAkAADCdt9BNJxvhgMANAABC0rH27D7WNoDhtk0gQhcjJQAAwFYGzS3wGsaPPH+s1wErEbgBAEDQ0HFGOCBwAwCAoCrMTCV4w9EI3AAAIKz4GkkBzEDgBgAAYYnQDasQuAEAQEgIxFjJkfdgRAWhhG0BAQBAyPAVlH11pFs6ztf2gYCVCNwAACBstTbEA23BSAkAAEAL6IwjUAjcAADAFrx1nI/ViaZTjWBjpAQAANhGW8PzsW75DpiJwA0AAODFkXAeyl3ylv6ACOX1hiNGSgAAAI4hVLvi3tYVqusNVwRuAAAQVuj+wmqMlAAAgLDjLXTTGYYZ6HADAAAAJqLDDQAA4IfG3W/GUtAadLgBAAD+n79BOlRGT9q6NzmsRYcbAACgEbvt2U24Dn10uAEAAAAT0eEGAABoA2a64S863AAAAO1kh9ETBA+BGwAAwAs61wgERkoAAAB8sNtFlAg9BG4AAIAA8BbGre6St7QOOvXBxUgJAACAiazsins7F5354CJwAwAA+IlOMdqCwA0AANAKhZmptgzeg+YW0OkOEma4AQAATBYq893S4bXY8Q8GO6PDDQAAECR0nMMDgRsAAKANQrFLHIprAiMlAAAAbeYr4Aare31kTXTPQweBGwAAIIgaB2N/OtSB2Ge7tedE+zBSAgAAECKO1ZVuzT7b/gZpOuHmI3ADAACYIBQ6x0e2MAyFtYQzRkoAAABM4i3o0lUOLwRuAACAEEIYdx5GSgAAAAATEbgBAAAsFuiZan/ez9vPMN9tPkZKAAAAgiAQ+2W3Niw7KVwHYntEqxC4AQAAwtSxwn6oBlhf2yOG4poZKQEAAAhD/nTWuYAzMAjcAAAAQdTWjuyunGsCvBKYhZESAACAIAvFMQgEDoEbAAAAXvkaK+EPBf8wUgIAAIA2CdaMt922OKTDDQAAEIYKM1NtfVFkqIbrlhC4AQAAwpS30GrnIB6KCNwAAABosyPh3OyOs51udNMcM9wAAABoNzO74r5udGMHBG4AAAA0YZfOsV0wUgIAAICjMN8dOARuAAAABIS3MB7uHXNGSgAAAGCqcO+KE7gBAADgt2B0q+12o5vmGCkBAABAqzQOulZ1r+0SrltChxsAAAAwER1uAAAAmM5XJ9zO3Wt/0OEGAABAmwUiLDv9oko63AAAAGgX9uz2jcANAACAoHPyHt6MlAAAACBkOaFLTuAGAAAATETgBgAAgCmcMA4SCMxwAwAAwDRcUGlh4G5oaFB2drZ27typqKgo5ebmKikpSZK0d+9e3X///Z6f3bFjhzIzMzVu3DivxwAAACA8NA7nduyaWzZSsmHDBtXU1Gj58uXKzMxUfn6+57XExEQtWbJES5Ys0f3336+zzjpLY8eO9XkMAAAA7KutwdmOnXHLOtxFRUUaPHiwJGnAgAEqLS096mcMw1BOTo6eeOIJud1uv44BAACAPfkK3XYM1t5YFrgrKysVFxfneex2u1VXV6eIiH8v4a9//auSk5PVq1cvv49pzu12KSEh1oRP0NK5Olh2rnBHra1Dra1Dra1Dra1Dra0TzrUOxuduT70tC9xxcXGqqqryPG5oaDgqOK9atUoZGRmtOqa5+npD+/dXB2jVviUkxFp2rnBHra1Dra1Dra1Dra1Dra0TzrUOxuduXu/ExHi/j7VshjslJUUFBYf/00BJSYn69Olz1M9s27ZNKSkprToGAAAACGWWdbjT0tK0adMmpaenyzAM5eXlafXq1aqurta4ceNUUVGhTp06yeVy+TwGAAAAzleYmdriHLcddylxGYZhBHsRgVRbW89IiQNRa+tQa+tQa+tQa+tQa+tQa2vZYqQEAAAACEcEbgAAAMBEBG4AAADARARuAAAAwEQEbgAAAMBEBG4AAADARARuAAAAwEQEbgAAAMBEBG4AAADARARuAAAAwEQEbgAAAMBEBG4AAADARARuAAAAwEQEbgAAAMBEBG4AAADARC7DMIxgLwIAAABwKjrcAAAAgIkI3AAAAICJCNwAAACAiQjcAAAAgIkI3AAAAICJCNwAAACAiSKCvQC7aWhoUHZ2tnbu3KmoqCjl5uYqKSkp2MtyjNraWk2fPl3ff/+9ampqdMcdd6hbt266/fbbddppp0mSxo8fr+uuuy64C3WQESNGKD4+XpLUo0cP3X777XrooYfkcrmUnJysRx99VB068Ld5e/33f/+33njjDUnSoUOHtGPHDi1btozvdoBt3bpVTzzxhJYsWaJvvvmmxe/ya6+9pmXLlikiIkJ33HGHLr/88mAv25Ya13rHjh3KycmR2+1WVFSU5syZoxNOOEG5ubn69NNP1alTJ0nSs88+6/l9A/81rvW2bdta/L3B9zowGtd62rRp+vnnnyVJ33//vc4991zNmzevbd9rA63yzjvvGH/4wx8MwzCM4uJi4/bbbw/yipxlxYoVRm5urmEYhlFRUWFcdtllxmuvvWYsWrQoyCtzpl9//dUYPnx4k+duu+02429/+5thGIYxY8YM49133w3G0hwtOzvbWLZsGd/tAFu4cKExZMgQY8yYMYZhtPxd/uc//2kMGTLEOHTokPHLL794/jdap3mtJ06caGzfvt0wDMN49dVXjby8PMMwDCM9Pd3Yt29f0NbpBM1r3dLvDb7XgdG81kfs37/fGDZsmFFeXm4YRtu+17StWqmoqEiDBw+WJA0YMEClpaVBXpGzXHPNNbr33ns9j91ut0pLS/X+++9r4sSJmj59uiorK4O4QmcpKyvTwYMHNXnyZGVkZKikpETbtm3TBRdcIElKTU3Vxx9/HORVOsvnn3+uL7/8UuPGjeO7HWCnnnqq5s+f73nc0nf5s88+03nnnaeoqCjFx8fr1FNPVVlZWbCWbFvNa/3kk0/qzDPPlCTV19crOjpaDQ0N+uabb/TII48oPT1dK1asCNZyba15rVv6vcH3OjCa1/qI+fPn64YbbtCJJ57Y5u81gbuVKisrFRcX53nsdrtVV1cXxBU5S6dOnRQXF6fKykrdc889uu+++9S/f389+OCDWrp0qU455RT95S9/CfYyHSMmJkZTpkzRokWLNHPmTP3+97+XYRhyuVySDv/7OHDgQJBX6SzPP/+87rrrLkniux1gV199tSIi/j0p2dJ3ubKyssl/+u3UqRN/6LRB81qfeOKJkqRPP/1Ur7zyim666SZVV1frhhtu0OOPP64XX3xR//Vf/0UIbIPmtW7p9wbf68BoXmtJ2rdvnzZv3qxRo0ZJUpu/1wTuVoqLi1NVVZXncUNDw1H/ctA+P/74ozIyMjR8+HANHTpUaWlpOvvssyVJaWlp2r59e5BX6Bw9e/bUsGHD5HK51LNnTyUkJGjfvn2e16uqqtS5c+cgrtBZfvnlF+3Zs0cXXnihJPHdNlnjaw+OfJeb/w6vqqpipjhA1q5dq0cffVQLFy5U165d1bFjR2VkZKhjx46Ki4vThRdeSOAOgJZ+b/C9Ns/69es1ZMgQud1uSWrz95rA3UopKSkqKCiQJJWUlKhPnz5BXpGz/Pzzz5o8ebIeeOABjR49WpI0ZcoUffbZZ5KkzZs3q1+/fsFcoqOsWLFC+fn5kqTy8nJVVlbqkksu0ZYtWyRJBQUFGjhwYDCX6CiFhYW6+OKLPY/5bpvrrLPOOuq73L9/fxUVFenQoUM6cOCAdu/eze/xAHjrrbf0yiuvaMmSJTrllFMkSV9//bUmTJig+vp61dbW6tNPP+U7HgAt/d7ge22ezZs3KzU11fO4rd9rWrOtlJaWpk2bNik9PV2GYSgvLy/YS3KU5557Tr/88oueffZZPfvss5Kkhx56SHl5eYqMjNQJJ5ygnJycIK/SOUaPHq2srCyNHz9eLpdLeXl56tKli2bMmKEnn3xSvXr10tVXXx3sZTrGV199pR49engeZ2dnKycnh++2Sf7whz8c9V12u92aNGmSJkyYIMMwNG3aNEVHRwd7qbZWX1+vP/3pTzr55JN19913S5IGDRqke+65R0OHDtXYsWMVGRmp4cOHKzk5Ocirtb+Wfm/ExcXxvTbJV1995fkjUpJ69+7dpu+1yzAMw8yFAgAAAOGMkRIAAADARARuAAAAwEQEbgAAAMBEBG4AAADARARuAAAAwEQEbgBAi+bPn6+0tLRgLwMAbI/ADQAAAJiIwA0AAACYiMANAA5QWVmpmTNn6uKLL9Z5552nKVOmaOvWrTr77LO1bt26Jj/7wAMP6K677vJ63J49e1o8x48//qh77rlHKSkpuvjiizVt2jSVl5eb/tkAwO4I3ADgAPfdd582b96suXPnauXKlYqNjdW0adN08cUXa9WqVZ6fq66u1oYNGzRy5Eivx91yyy2qra1t8v7V1dWaNGmSoqOjtWzZMi1atEi1tbW68cYbVVNTY+lnBQC7IXADgM3t2bNHH374oWbOnKmLLrpIvXr10qxZs3TVVVdp2LBh+vDDD/Wvf/1LkvQ///M/io6O1mWXXebzuP379zc5x9tvv62DBw8qPz9fffr00Zlnnqknn3xS5eXlevfdd4PxsQHANiKCvQAAQPt88cUXkqT+/ft7nuvSpYseeugh1dbWKjc3V+vWrdOECRO0atUqDRkyRJGRkT6Pa2779u2qqKjQwIEDmzx/8OBB7d6924yPBQCOQeAGAJuLiPD+qzwyMlJDhgzRmjVrlJaWps2bNyszM/OYx7X0PqeffrqeeeaZo16Lj49v/aIBIIwwUgIANte7d29JUmlpqee5yspKXXTRRfrkk080atQoFRcX6/XXX1fv3r111lln+XVcY8nJyfruu++UkJCgpKQkJSUl6fjjj9fs2bM9nXIAQMsI3ABgcz179tSVV16pmTNn6pNPPtHu3buVlZWl+Ph49e/fX2eddZaSk5P1/PPPa9SoUX4f19jQoUPVpUsX3Xffffr888/1xRdfKDMzU1u3blVycrLVHxkAbIXADQAOkJ+fr3POOUd33nmnxo4dq9raWr344ouKioqSJI0YMUJ1dXUaOnRoq447IiYmRosXL1ZMTIxuvPFGjR8/XnV1dXrppZd0/PHHW/Y5AcCOXIZhGMFeBADAXHPmzNFXX32l5557LthLAYCww0WTAOBgR0ZFli1b1uIFjwAA8xG4AcDBNm7cqFdffVWTJk3SJZdcEuzlAEBYYqQEAAAAMBEXTQIAAAAmInADAAAAJiJwAwAAACYicAMAAAAmInADAAAAJiJwAwAAACb6P8w+Cj7LtJ4WAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in range(len(listdir)) :\n",
    "\n",
    "    dff = globals()['data_{}'.format(num[i])]\n",
    "    \n",
    "    sns.set_style(\"darkgrid\")\n",
    "    plt.figure(figsize=(12, 8))\n",
    "\n",
    "    plt.scatter(dff['cycle'], dff['SOH'])\n",
    "#     plt.plot(dff['cycle'], len(dff['cycle'])*[0.7], color = 'red')\n",
    "\n",
    "    plt.ylabel('SoH', fontsize = 15)\n",
    "    plt.xlabel('cycle', fontsize = 15)\n",
    "    plt.title('Discharge_' + num[i], fontsize = 15)\n",
    "    plt.savefig('fig/refined_SoH_' + num[i] + '.jpg')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3-1. group_A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group A\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "plt.scatter(data_B05['cycle'], data_B05['SOH'],label='B05')\n",
    "plt.scatter(data_B07['cycle'], data_B07['SOH'],label='B07')\n",
    "plt.scatter(data_B18['cycle'], data_B18['SOH'],label='B18')\n",
    "\n",
    "plt.legend(prop={'size': 16})\n",
    "\n",
    "plt.ylabel('SoH', fontsize = 15)\n",
    "plt.xlabel('Discharge cycle', fontsize = 15)\n",
    "plt.title('SoH of group A', fontsize = 15)\n",
    "plt.savefig('fig/A_group.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group B\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "plt.scatter(data_B33['cycle'], data_B33['SOH'],label='B33')\n",
    "plt.scatter(data_B34['cycle'], data_B34['SOH'],label='B34')\n",
    "\n",
    "plt.legend(prop={'size': 16})\n",
    "\n",
    "plt.ylabel('SoH', fontsize = 15)\n",
    "plt.xlabel('Discharge cycle', fontsize = 15)\n",
    "plt.title('SoH of group B', fontsize = 15)\n",
    "plt.savefig('fig/B_group.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Group C\n",
    "\n",
    "sns.set_style(\"darkgrid\")\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "plt.scatter(data_B46['cycle'], data_B46['SOH'],label='B46')\n",
    "plt.scatter(data_B47['cycle'], data_B47['SOH'],label='B47')\n",
    "plt.scatter(data_B48['cycle'], data_B48['SOH'],label='B48')\n",
    "\n",
    "plt.legend(prop={'size': 16})\n",
    "\n",
    "plt.ylabel('SoH', fontsize = 15)\n",
    "plt.xlabel('Discharge cycle', fontsize = 15)\n",
    "plt.title('SoH of group C', fontsize = 15)\n",
    "plt.savefig('fig/C_group.jpg')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
